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Works (9)

Demystifying Reinforcement Learning in Production Scheduling via Explainable AI

arXiv
2024 | Journal article | Author
DOI: 10.48550/ARXIV.2408.09841
SOURCE-WORK-ID: 5470
Contributors: Daniel Fischer; Hannah M. Hüsener; Felix Grumbach; Lukas Vollenkemper; Arthur Müller; Pascal Reusch
Source: check_circle
Hochschule Bielefeld (HSBI)

Feldsynchrone Ablaufplanung dynamischer Fertigungsprozesse mit Techniken des maschinellen Lernens [kumulative Dissertation]

2024 | Dissertation or Thesis | Author
DOI: 10.25673/115290
SOURCE-WORK-ID: 4392
URN: urn:nbn:de:hbz:bi10-43927
Contributors: Felix Grumbach
Source: check_circle
Hochschule Bielefeld (HSBI)

Optimizing Sales Forecasts through Automated Integration of Market Indicators

arXiv
2024 | Journal article | Author
DOI: 10.48550/ARXIV.2406.07564
SOURCE-WORK-ID: 5472
Contributors: Lina Döring; Felix Grumbach; Pascal Reusch
Source: check_circle
Hochschule Bielefeld (HSBI)

Reinforcement Learning for Two-Stage Permutation Flow Shop Scheduling—A Real-World Application in Household Appliance Production

IEEE Access
2024 | Journal article
DOI: 10.1109/ACCESS.2024.3355269
Contributors: Arthur Müller; Felix Grumbach; Fiona Kattenstroth
Source: check_circle
Crossref

Robust Human-Centered Assembly Line Scheduling with Reinforcement Learning

Dynamics in Logistics. Proceedings of the 9th International Conference LDIC 2024, Bremen, Germany
2024 | Conference paper | Author
DOI: 10.1007/978-3-031-56826-8_17
SOURCE-WORK-ID: 4567
Part of ISBN: 978-3-031-56825-1
Part of ISSN: 2194-8917
Contributors: Felix Grumbach; Arthur Müller; Lukas Vollenkemper; Michael Freitag; Aseem Kinra; Herbert Kotzab; Nicole Megow
Source: check_circle
Hochschule Bielefeld (HSBI)

Smaller Batches, Bigger Gains? Investigating the Impact of Batch Sizes on Reinforcement Learning Based Real-World Production Scheduling

2024 IEEE 29th International Conference on Emerging Technologies and Factory Automation (ETFA)
2024 | Conference paper | Author
DOI: 10.1109/ETFA61755.2024.10711145
SOURCE-WORK-ID: 5467
Contributors: Arthur Müller; Felix Grumbach; Matthia Sabatelli
Source: check_circle
Hochschule Bielefeld (HSBI)

Robust-stable scheduling in dynamic flow shops based on deep reinforcement learning

Journal of Intelligent Manufacturing
2024-02 | Journal article
DOI: 10.1007/s10845-022-02069-x
Contributors: Felix Grumbach; Anna Müller; Pascal Reusch; Sebastian Trojahn
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Crossref

A Memetic Algorithm With Reinforcement Learning for Sociotechnical Production Scheduling

IEEE Access
2023 | Journal article
DOI: 10.1109/ACCESS.2023.3292548
Contributors: Felix Grumbach; Nour Eldin Alaa Badr; Pascal Reusch; Sebastian Trojahn
Source: check_circle
Crossref

Robustness Prediction in Dynamic Production Processes—A New Surrogate Measure Based on Regression Machine Learning

Processes
2023-04-19 | Journal article
DOI: 10.3390/pr11041267
Contributors: Felix Grumbach; Anna Müller; Pascal Reusch; Sebastian Trojahn
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Crossref
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Peer review (1 review for 1 publication/grant)

Review activity for Engineering applications of artificial intelligence. (1)
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